@article{scalingtesttimecomputewithout, title = {Scaling Test-Time Compute Without Verification or RL is Suboptimal}, author = {Amrith Setlur and Nived Rajaraman and Sergey Levine and Aviral Kumar}, year = {2025}, eprint = {2502.12118}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.12118v1}, }